Classer vs HolyCode Cloud

Production-grade models for query understanding, retrieval, and ranking, fine-tuned to your catalog, served at millisecond latency, integrated with your existing search...

A cloud Linux workstation with Claude Code, Codex, Gemini, Cursor, OpenCode and Pi plus Postgres, Playwright, Jupyter, pandas, pandoc and ffmpeg already installed. Root on...

About Classer

Production-grade models for query understanding, retrieval, and ranking, fine-tuned to your catalog, served at millisecond latency, integrated with your existing search infrastructure in days. Run the full pipeline or drop any one stage behind your existing stack. Route on what you extract: a part number sends the query straight to exact lexical lookup. Retrieve by meaning, not vocabulary, a query and a product can match with no words in common. Let retrieval cast a wide net, then put 27 billion parameters on reading the catch, ranking for purchase intent, not textual similarity.

About HolyCode Cloud

A cloud Linux workstation with Claude Code, Codex, Gemini, Cursor, OpenCode and Pi plus Postgres, Playwright, Jupyter, pandas, pandoc and ffmpeg already installed. Root on your own machine, a disk that keeps your work. Flat monthly, no meter. Start a run at your desk, check it from your phone on the train. Run as many sessions as your machine takes, overnight, while your laptop sleeps. wrangler, plus root, so anything else is one apt away.